{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 新建一个数据集为train.txt与val.txt以及test.txt，比例为75% + 15% + 10%\n",
    "# 数据为 cos曲线 与 sin曲线 特征离散点\n",
    "# 格式为 x值 y值 曲线类别 json 格式"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import random    \n",
    "import json\n",
    "import os"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "# 生成数据\n",
    "def generate_data(num_points, curve_type):\n",
    "    x_values = np.linspace(0, 2 * np.pi, num_points)\n",
    "    if curve_type == 'cos':\n",
    "        y_values = np.cos(x_values).astype(np.float32)\n",
    "        y_values += 0.1 * np.random.randn(*y_values.shape)\n",
    "\n",
    "    elif curve_type == 'sin':\n",
    "        y_values = np.sin(x_values).astype(np.float32)\n",
    "        y_values += 0.1 * np.random.randn(*y_values.shape)\n",
    "        \n",
    "    else:\n",
    "        raise ValueError(\"curve_type must be 'cos' or 'sin'\")\n",
    "    \n",
    "    data = [{\"x\": float(x), \"y\": float(y), \"curve\": curve_type} for x, y in zip(x_values, y_values)]\n",
    "    return data\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 绘制数据集的图表\n",
    "def plot_data(data):\n",
    "    cos_x = [item['x'] for item in data if item['curve'] == 'cos']\n",
    "    cos_y = [item['y'] for item in data if item['curve'] == 'cos']\n",
    "    \n",
    "    sin_x = [item['x'] for item in data if item['curve'] == 'sin']\n",
    "    sin_y = [item['y'] for item in data if item['curve'] == 'sin']\n",
    "    \n",
    "    plt.figure(figsize=(12, 6))\n",
    "    plt.plot(cos_x, cos_y, label='cos', color='blue', marker='o', linestyle='')\n",
    "    plt.plot(sin_x, sin_y, label='sin', color='red', marker='x', linestyle='')\n",
    "    plt.title('Cosine and Sine Curves')\n",
    "    plt.xlabel('x')\n",
    "    plt.ylabel('y')\n",
    "    plt.legend()\n",
    "    plt.grid(True)\n",
    "    plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 划分训练集和验证集以及测试集，比例为75% + 15% + 10%\n",
    "def split_data(data, train_ratio=0.80, val_ratio=0.15, test_ratio=0.05):\n",
    "    total_length = len(data)\n",
    "    train_end = int(total_length * train_ratio)\n",
    "    val_end = train_end + int(total_length * val_ratio)\n",
    "    \n",
    "    train_data = data[:train_end]\n",
    "    val_data = data[train_end:val_end]\n",
    "    test_data = data[val_end:]\n",
    "    \n",
    "    return train_data, val_data, test_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 生成 cos 和 sin 曲线的数据\n",
    "num_points_per_curve = 1000\n",
    "cos_data = generate_data(num_points_per_curve, 'cos')\n",
    "sin_data = generate_data(num_points_per_curve, 'sin')\n",
    "\n",
    "# 合并数据并打乱\n",
    "all_data = cos_data + sin_data\n",
    "random.shuffle(all_data)\n",
    "\n",
    "# 划分训练集、验证集和测试集，比例为75% + 15% + 10%\n",
    "train_data, val_data, test_data = split_data(all_data)\n",
    "\n",
    "# 绘制训练集和验证集的图表\n",
    "plot_data(train_data)\n",
    "plot_data(val_data)\n",
    "plot_data(test_data)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 保存为 JSON 文件\n",
    "if not os.path.isdir(\"./data\"):\n",
    "    os.makedirs(\"./data\")\n",
    "\n",
    "with open('./data/train.txt', 'w') as f:\n",
    "    json.dump(train_data, f)\n",
    "\n",
    "with open('./data/val.txt', 'w') as f:\n",
    "    json.dump(val_data, f)\n",
    "\n",
    "with open('./data/test.txt', 'w') as f:\n",
    "    json.dump(test_data, f)"
   ]
  }
 ],
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    "name": "ipython",
    "version": 3
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   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
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